[New development in bisphosphonate treatment. Bisphosphonate therapy and osteonecrosis of the jaws].
Bibliographic record
Abstract
Bisphosphonates (BP) have clinically been used as a highly effective drug in the treatment of hypercalcemia of malignancy, multiple myeloma, skeletal events associated with metastatic breast cancer and prostate cancer, and osteoporosis. Despite these benefits, however, the emergence of BP-related osteonecrosis of the jaws (BRONJ) becomes a growing and significant problem in a subset of patients receiving these drugs, especially intravenous preparations. It has also been reported in the patients receiving oral BP, although the incidence is extremely low. Most of BRONJ cases occur after dental treatments such as tooth extraction, periodontal surgery, and dental implants, and are refractory to conventional treatment modalities such as debridement, antibiotics and hyperbaric oxygen therapy. As compared to EU and USA, the number of BRONJ case is still small in Japan, but it is exactly increasing year by year. The ratio of the number of BRONJ in patients receiving oral BP to that in patients receiving intravenous BP is higher in Japan than in EU and USA, speculating due to the difference of time of approval. In this communication, the practical guidelines for prevention, diagnosis and treatment of BRONJ recently released from USA and Canada were introduced. Although no effective therapy for BRONJ is established yet, the importance of oral hygiene, patient education and treatments suitable for clinical stage is emphasized. In addition, it is considered that the survey of incidence of BRONJ in Japan and the preparation of Japanese guideline are urgent need.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.002 | 0.003 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.003 | 0.004 |
| Insufficient payload (model declined to judge) | 0.041 | 0.026 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".